Automatic Singing SystemofJapanese Songsin …CJNLP-2008 1 Automatic Singing SystemofJapanese...
Transcript of Automatic Singing SystemofJapanese Songsin …CJNLP-2008 1 Automatic Singing SystemofJapanese...
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CJNLP-2008 1
Automatic Singing System of Japanese Songs in Chinese
6th Nov. 2008CJNLP-2008
EHARA TerumasaTokyo University of Science, Suwa
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Motivation
• To enhance the cultural exchange between Japan and China
• To make Chinese automatic singing system
• To improve the quality of singing software to it of the human singing
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Procedure of automatic singingJapanese song
Lyrics Musical score
Machine-translation/ post-editing
Speaking in Chinese
Converting to singing voice
Singing in Chinese
Tone / duration
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Converting to singing voiceSpeaking voice
STRAIGHT* (analyzing part)
* Kawahara, H. et al., “Restructuring speech representations using a pitch-adaptive time-frequency smoothing and an instantaneous-frequency-based F0 extraction: Possible role of a repetitive structure in sounds”, Speech Communication, Vol. 27, pp. 187–207, 1999.
F0 contourSpectrum envelope
Musical score
STRAIGHT (synthesizing part)
Singing voice
Duration and F0 control
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Duration control
• piecewise linear function
inp - out000-000360-200540-400630-650830-750
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F0 control
• Model 0F0(t) = Y0
• Model 1F0(t) = Y0 + (a1*t + a0)
• Model 2F0(t) = Y0 + (a2*t 2 + a1*t + a0)
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Controlled F0 (model 0)
Blue line : original F0Red line : controlled F0
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Preliminary study
Original妈 麻 马 骂
Model 0
Model 1
Model 2
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Experiment
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Original Japanese song
(Spring has come)
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Machine-translation / post-editing
春が来た春が来たどこに来た山に来た里に来た野にも来た
春天来临了春天来临了来了哪里来了到山来了村落也来了野地
春天已来了春天已来了来到了哪里来到了山里来到了村落也来到野地
Machine-translation Post-editing
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Convert to a singing voice
Speaking Singing (F0 model 0)
来 到 了 哪 里 来 到 了 哪 里~~
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Duration control
来 到 了 哪 里~~~~
来到
了哪
里
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Speaking voice
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Singing voice
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Conclusion
• To develop an automatic singing system of Japanese songs in Chinese.
• To translate Japanese lyrics into Chinese using machine-translation and post-editing.
• To convert a speaking voice to a singing voice in Chinese.
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Future works
• To control Chinese syllabic tones appropriately.
• To use more sophisticated F0 and duration control technique*
• To extend our method to more complicated Japanese songs other than children’s songs
* Takeshi Saitou et. al : Vocal conversion from speaking voice to singing voice using STRAIGHT, Interspeech 2007, Aug. 2007.
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Acknowledgement• Providing STRAIGHT in research use
Prof. KAWAHARA Hideki (Wakayama univ.)• Collaborators
Assistant prof.OTA Kenko
Former graduate studentKUBO Yasushi
Under graduate studentKOBAYASHI Minoru, YAMAKOSHI Yuuta
Research studentQigeqi
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Thank you for your attention
MotivationProcedure of automatic singingConverting to singing voiceDuration controlF0 controlControlled F0 (model 0)Preliminary studyExperimentOriginal Japanese songMachine-translation / post-editingConvert to a singing voiceDuration controlSpeaking voiceSinging voiceConclusionFuture worksAcknowledgementThank you for your attention